Ms Amal Idrissi, Executive Director of the Observatory, emphasized that this report is the fruit of the collaborative and coordinated efforts of MSMEs Observatory 12 members, in particular its data providers. She highlighted the use of innovative Data Science and Machine Learning methods to process and consolidate the data collected. These advances have made it possible to create the first quasi-exhaustive database of formal businesses in Morocco, generating indicators to improve our understanding of the Moroccan economic tissue, which is largely made up of SMEs. An exceptional team effort in the service of knowledge and economic development.